{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 配置环境\n",
    "import os\n",
    "import sys\n",
    "\n",
    "sys.path.append('..')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 导入自定义模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from PIL import Image, ImageDraw, ImageFont\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from utils import ver_code_split\n",
    "from dataset import VerCodeData\n",
    "from model import VerCodeIdentifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████| 282/282 [00:21<00:00, 13.31batch/s, acc=0.984375(0.813954), epoch=01, loss=0.065887(0.615176)]\n",
      "100%|██████████████████| 282/282 [00:20<00:00, 13.61batch/s, acc=0.953125(0.980025), epoch=02, loss=0.136315(0.058817)]\n",
      "100%|██████████████████| 282/282 [00:21<00:00, 13.08batch/s, acc=0.968750(0.987561), epoch=03, loss=0.049045(0.036726)]\n"
     ]
    }
   ],
   "source": [
    "ver_code_data = VerCodeData(noise_rate=2)\n",
    "ver_code_identifier = VerCodeIdentifier(device='cuda')\n",
    "\n",
    "ver_code_identifier.fit(ver_code_data, epochs=3, batch_size=256, num_workers=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29 T 29\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=32x32 at 0x23241802A20>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data, label = ver_code_data[101]\n",
    "label_pred = ver_code_identifier.predict(data.transpose(2, 0, 1))\n",
    "print(label, ver_code_data.DIGITS_LETTERS[label], label_pred)\n",
    "Image.fromarray(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['6', '8', '8', '4']\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.GifImagePlugin.GifImageFile image mode=P size=50x22 at 0x232053BB400>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vc_nums = np.random.randint(0, 1000)\n",
    "ver_img_path = 'images/vercode/vc_{:0>3d}.gif'.format(vc_nums)\n",
    "ver_imgs = ver_code_split(ver_img_path)\n",
    "ver_pred = ver_code_identifier.predict(ver_imgs)\n",
    "print([ver_code_data.DIGITS_LETTERS[vp] for vp in ver_pred])\n",
    "Image.open(ver_img_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 80 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(8, 10, figsize=(16, 8))\n",
    "for i, ax in enumerate(axes.flatten()):\n",
    "    vi_path = 'images/vercode/vc_{:0>3d}.gif'.format(i)\n",
    "    ver_imgs = ver_code_split(vi_path)\n",
    "    ver_pred = ver_code_identifier.predict(ver_imgs)\n",
    "    label_pred = ''.join([ver_code_data.DIGITS_LETTERS[vp] for vp in ver_pred])\n",
    "    \n",
    "    ax.set_title(label_pred)\n",
    "    ax.imshow(Image.open(vi_path))\n",
    "    ax.axis(False)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=950x40 at 0x23252E578D0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# make a blank image for the text, initialized to transparent text color\n",
    "text_str = \"01234567890ABCDEFGHIJKLMNOPQRSTUVWXYZ\"\n",
    "fnt = ImageFont.truetype('C:/Windows/Fonts/ariali.ttf', 40)\n",
    "txt_size = fnt.getsize(text_str)\n",
    "txt = Image.new('RGB', txt_size, (255, 255, 255))\n",
    "\n",
    "d = ImageDraw.Draw(txt)\n",
    "d.text((0, 0), text_str, font=fnt, fill=(255,0,0))\n",
    "\n",
    "txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "40\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'01234567Q90ADCDETCHIJKL01N0DQKSTUV110KYZ'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ver_imgs = ver_code_split(txt)\n",
    "print(len(ver_imgs))\n",
    "ver_pred = ver_code_identifier.predict(ver_imgs)\n",
    "label_pred = ''.join([ver_code_data.DIGITS_LETTERS[vp] for vp in ver_pred])\n",
    "label_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "txt.crop"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
